Profiling Report

Dataset statistics

Number of variables	60
Number of observations	223792
Missing cells	5646167
Missing cells (%)	42.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	104.2 MiB
Average record size in memory	488.0 B

Variable types

Numeric	24
Categorical	17
Unsupported	19

Alerts

`SURVYEAR` has constant value "2024"	Constant
`AGE_12` is highly overall correlated with `AGE_6` and 2 other fields	High correlation
`AGE_6` is highly overall correlated with `AGE_12` and 3 other fields	High correlation
`AGYOWNK` is highly overall correlated with `AGE_12`	High correlation
`AHRSMAIN` is highly overall correlated with `ATOTHRS` and 6 other fields	High correlation
`ATOTHRS` is highly overall correlated with `AHRSMAIN` and 6 other fields	High correlation
`COWMAIN` is highly overall correlated with `UNION`	High correlation
`EDUC` is highly overall correlated with `AGE_6`	High correlation
`ESTSIZE` is highly overall correlated with `FIRMSIZE`	High correlation
`FIRMSIZE` is highly overall correlated with `ESTSIZE`	High correlation
`FTPTMAIN` is highly overall correlated with `AGE_6` and 5 other fields	High correlation
`HRLYEARN` is highly overall correlated with `AGE_6`	High correlation
`HRSAWAY` is highly overall correlated with `LFSSTAT`	High correlation
`LFSSTAT` is highly overall correlated with `AHRSMAIN` and 5 other fields	High correlation
`NOC_10` is highly overall correlated with `NOC_43`	High correlation
`NOC_43` is highly overall correlated with `NOC_10`	High correlation
`PAIDOT` is highly overall correlated with `XTRAHRS`	High correlation
`PAYAWAY` is highly overall correlated with `AHRSMAIN` and 2 other fields	High correlation
`SCHOOLN` is highly overall correlated with `FTPTMAIN`	High correlation
`TENURE` is highly overall correlated with `AGE_12`	High correlation
`UHRSMAIN` is highly overall correlated with `AHRSMAIN` and 3 other fields	High correlation
`UNION` is highly overall correlated with `COWMAIN`	High correlation
`UNPAIDOT` is highly overall correlated with `XTRAHRS`	High correlation
`UTOTHRS` is highly overall correlated with `AHRSMAIN` and 3 other fields	High correlation
`XTRAHRS` is highly overall correlated with `PAIDOT` and 1 other fields	High correlation
`YABSENT` is highly overall correlated with `AHRSMAIN` and 2 other fields	High correlation
`YAWAY` is highly overall correlated with `LFSSTAT`	High correlation
`LFSSTAT` is highly imbalanced (60.4%)	Imbalance
`MJH` is highly imbalanced (69.6%)	Imbalance
`PERMTEMP` is highly imbalanced (68.8%)	Imbalance
`SCHOOLN` is highly imbalanced (66.7%)	Imbalance
`AGE_6` has 173568 (77.6%) missing values	Missing
`EVERWORK` has 223792 (100.0%) missing values	Missing
`FTPTLAST` has 223792 (100.0%) missing values	Missing
`YABSENT` has 206264 (92.2%) missing values	Missing
`WKSAWAY` has 206264 (92.2%) missing values	Missing
`PAYAWAY` has 206264 (92.2%) missing values	Missing
`HRSAWAY` has 17528 (7.8%) missing values	Missing
`YAWAY` has 196348 (87.7%) missing values	Missing
`PAIDOT` has 17528 (7.8%) missing values	Missing
`UNPAIDOT` has 17528 (7.8%) missing values	Missing
`XTRAHRS` has 17528 (7.8%) missing values	Missing
`WHYPT` has 184646 (82.5%) missing values	Missing
`PREVTEN` has 223792 (100.0%) missing values	Missing
`DURUNEMP` has 223792 (100.0%) missing values	Missing
`FLOWUNEM` has 223792 (100.0%) missing values	Missing
`UNEMFTPT` has 223792 (100.0%) missing values	Missing
`WHYLEFTO` has 223792 (100.0%) missing values	Missing
`WHYLEFTN` has 223792 (100.0%) missing values	Missing
`DURJLESS` has 223792 (100.0%) missing values	Missing
`AVAILABL` has 223792 (100.0%) missing values	Missing
`LKPUBAG` has 223792 (100.0%) missing values	Missing
`LKEMPLOY` has 223792 (100.0%) missing values	Missing
`LKRELS` has 223792 (100.0%) missing values	Missing
`LKATADS` has 223792 (100.0%) missing values	Missing
`LKANSADS` has 223792 (100.0%) missing values	Missing
`LKOTHERN` has 223792 (100.0%) missing values	Missing
`PRIORACT` has 223792 (100.0%) missing values	Missing
`YNOLOOK` has 223792 (100.0%) missing values	Missing
`TLOLOOK` has 223792 (100.0%) missing values	Missing
`SCHOOLN` has 10458 (4.7%) missing values	Missing
`AGYOWNK` has 140195 (62.6%) missing values	Missing
`EVERWORK` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`FTPTLAST` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`PREVTEN` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DURUNEMP` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`FLOWUNEM` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`UNEMFTPT` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`WHYLEFTO` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`WHYLEFTN` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`DURJLESS` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`AVAILABL` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`LKPUBAG` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`LKEMPLOY` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`LKRELS` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`LKATADS` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`LKANSADS` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`LKOTHERN` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`PRIORACT` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`YNOLOOK` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`TLOLOOK` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`CMA` has 141873 (63.4%) zeros	Zeros
`EDUC` has 2401 (1.1%) zeros	Zeros
`AHRSMAIN` has 17662 (7.9%) zeros	Zeros
`ATOTHRS` has 17528 (7.8%) zeros	Zeros
`HRSAWAY` has 178820 (79.9%) zeros	Zeros
`PAIDOT` has 187593 (83.8%) zeros	Zeros
`UNPAIDOT` has 188588 (84.3%) zeros	Zeros
`XTRAHRS` has 170981 (76.4%) zeros	Zeros
`WHYPT` has 2391 (1.1%) zeros	Zeros

Reproduction

Analysis started	2024-05-17 19:24:34.523283
Analysis finished	2024-05-17 19:26:19.877347
Duration	1 minute and 45.35 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

REC_NUM
Real number (ℝ)

Distinct	104823
Distinct (%)	46.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55321.9

Minimum	1
Maximum	112082
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	5497
Q1	27662
median	55343
Q3	82999
95-th percentile	105121.45
Maximum	112082
Range	112081
Interquartile range (IQR)	55337

Descriptive statistics

Standard deviation	31946.928
Coefficient of variation (CV)	0.57747344
Kurtosis	-1.1978419
Mean	55321.9
Median Absolute Deviation (MAD)	27665.5
Skewness	0.00093620394
Sum	1.2380599 × 10¹⁰
Variance	1.0206062 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41486	4	< 0.1%
14293	4	< 0.1%
32018	4	< 0.1%
66780	4	< 0.1%
32010	4	< 0.1%
32005	4	< 0.1%
32004	4	< 0.1%
14292	4	< 0.1%
66746	4	< 0.1%
32023	4	< 0.1%
Other values (104813)	223752	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	3	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	4	< 0.1%
7	2	< 0.1%
8	4	< 0.1%
9	3	< 0.1%
10	3	< 0.1%
11	3	< 0.1%

Value	Count	Frequency (%)
112082	1	< 0.1%
112081	1	< 0.1%
112080	1	< 0.1%
112078	1	< 0.1%
112075	1	< 0.1%
112074	1	< 0.1%
112073	1	< 0.1%
112072	1	< 0.1%
112068	1	< 0.1%
112067	1	< 0.1%

SURVYEAR
Categorical

CONSTANT

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

2024	223792

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	895168
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2024
2nd row	2024
3rd row	2024
4th row	2024
5th row	2024

Common Values

Value	Count	Frequency (%)
2024	223792	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2024	223792	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	447584	50.0%
0	223792	25.0%
4	223792	25.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	895168	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	447584	50.0%
0	223792	25.0%
4	223792	25.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	895168	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	447584	50.0%
0	223792	25.0%
4	223792	25.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	895168	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	447584	50.0%
0	223792	25.0%
4	223792	25.0%

SURVMNTH
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

4	56903
3	56213
2	55649
1	55027

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	223792
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
4	56903	25.4%
3	56213	25.1%
2	55649	24.9%
1	55027	24.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	56903	25.4%
3	56213	25.1%
2	55649	24.9%
1	55027	24.6%

Most occurring characters

Value	Count	Frequency (%)
4	56903	25.4%
3	56213	25.1%
2	55649	24.9%
1	55027	24.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	223792	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	56903	25.4%
3	56213	25.1%
2	55649	24.9%
1	55027	24.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	223792	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	56903	25.4%
3	56213	25.1%
2	55649	24.9%
1	55027	24.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	223792	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	56903	25.4%
3	56213	25.1%
2	55649	24.9%
1	55027	24.6%

LFSSTAT
Categorical

HIGH CORRELATION IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

1	206264
2	17528

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	223792
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	206264	92.2%
2	17528	7.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	206264	92.2%
2	17528	7.8%

Most occurring characters

Value	Count	Frequency (%)
1	206264	92.2%
2	17528	7.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	223792	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	206264	92.2%
2	17528	7.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	223792	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	206264	92.2%
2	17528	7.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	223792	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	206264	92.2%
2	17528	7.8%

PROV
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.557862

Minimum	10
Maximum	59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	10
5-th percentile	11
Q1	24
median	35
Q3	47
95-th percentile	59
Maximum	59
Range	49
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	14.472853
Coefficient of variation (CV)	0.41880059
Kurtosis	-0.83571504
Mean	34.557862
Median Absolute Deviation (MAD)	11
Skewness	0.002373588
Sum	7733773
Variance	209.46347
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
35	71323	31.9%
24	43581	19.5%
59	26813	12.0%
48	17511	7.8%
46	15586	7.0%
47	13675	6.1%
13	10432	4.7%
12	10174	4.5%
10	10023	4.5%
11	4674	2.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	10023	4.5%
11	4674	2.1%
12	10174	4.5%
13	10432	4.7%
24	43581	19.5%
35	71323	31.9%
46	15586	7.0%
47	13675	6.1%
48	17511	7.8%
59	26813	12.0%

Value	Count	Frequency (%)
59	26813	12.0%
48	17511	7.8%
47	13675	6.1%
46	15586	7.0%
35	71323	31.9%
24	43581	19.5%
13	10432	4.7%
12	10174	4.5%
11	4674	2.1%
10	10023	4.5%

CMA
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.780296

Minimum	0
Maximum	9
Zeros	141873
Zeros (%)	63.4%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	9
Maximum	9
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.8015413
Coefficient of variation (CV)	1.5736379
Kurtosis	0.69596448
Mean	1.780296
Median Absolute Deviation (MAD)	0
Skewness	1.4071547
Sum	398416
Variance	7.8486337
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	141873	63.4%
4	22366	10.0%
2	14014	6.3%
9	13021	5.8%
6	8670	3.9%
1	5393	2.4%
5	4906	2.2%
8	4717	2.1%
3	4442	2.0%
7	4390	2.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	141873	63.4%
1	5393	2.4%
2	14014	6.3%
3	4442	2.0%
4	22366	10.0%
5	4906	2.2%
6	8670	3.9%
7	4390	2.0%
8	4717	2.1%
9	13021	5.8%

Value	Count	Frequency (%)
9	13021	5.8%
8	4717	2.1%
7	4390	2.0%
6	8670	3.9%
5	4906	2.2%
4	22366	10.0%
3	4442	2.0%
2	14014	6.3%
1	5393	2.4%
0	141873	63.4%

AGE_12
Real number (ℝ)

HIGH CORRELATION

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.9711026

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	6
Q3	8
95-th percentile	10
Maximum	12
Range	11
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.8009898
Coefficient of variation (CV)	0.46909088
Kurtosis	-0.91350801
Mean	5.9711026
Median Absolute Deviation (MAD)	2
Skewness	0.083976733
Sum	1336285
Variance	7.8455439
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	26328	11.8%
5	25599	11.4%
4	25501	11.4%
7	23615	10.6%
8	23446	10.5%
3	21919	9.8%
9	21460	9.6%
2	18033	8.1%
10	17161	7.7%
1	10272	4.6%
Other values (2)	10458	4.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	10272	4.6%
2	18033	8.1%
3	21919	9.8%
4	25501	11.4%
5	25599	11.4%
6	26328	11.8%
7	23615	10.6%
8	23446	10.5%
9	21460	9.6%
10	17161	7.7%

Value	Count	Frequency (%)
12	3562	1.6%
11	6896	3.1%
10	17161	7.7%
9	21460	9.6%
8	23446	10.5%
7	23615	10.6%
6	26328	11.8%
5	25599	11.4%
4	25501	11.4%
3	21919	9.8%

AGE_6
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	173568
Missing (%)	77.6%
Infinite	0
Infinite (%)	0.0%
Mean	4.1128743

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.5672483
Coefficient of variation (CV)	0.38105914
Kurtosis	-1.0531227
Mean	4.1128743
Median Absolute Deviation (MAD)	1
Skewness	-0.32907566
Sum	206565
Variance	2.4562674
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
6	13666	6.1%
4	11317	5.1%
5	8253	3.7%
2	7616	3.4%
3	6716	3.0%
1	2656	1.2%
(Missing)	173568	77.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2656	1.2%
2	7616	3.4%
3	6716	3.0%
4	11317	5.1%
5	8253	3.7%
6	13666	6.1%

Value	Count	Frequency (%)
6	13666	6.1%
5	8253	3.7%
4	11317	5.1%
3	6716	3.0%
2	7616	3.4%
1	2656	1.2%

SEX
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

2	112798
1	110994

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	223792
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	112798	50.4%
1	110994	49.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	112798	50.4%
1	110994	49.6%

Most occurring characters

Value	Count	Frequency (%)
2	112798	50.4%
1	110994	49.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	223792	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	112798	50.4%
1	110994	49.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	223792	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	112798	50.4%
1	110994	49.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	223792	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	112798	50.4%
1	110994	49.6%

MARSTAT
Real number (ℝ)

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9049251

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	6
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.2125426
Coefficient of variation (CV)	0.7616522
Kurtosis	-1.5631514
Mean	2.9049251
Median Absolute Deviation (MAD)	1
Skewness	0.54188697
Sum	650099
Variance	4.8953447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	105253	47.0%
6	66582	29.8%
2	34639	15.5%
5	9273	4.1%
4	5576	2.5%
3	2469	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	105253	47.0%
2	34639	15.5%
3	2469	1.1%
4	5576	2.5%
5	9273	4.1%
6	66582	29.8%

Value	Count	Frequency (%)
6	66582	29.8%
5	9273	4.1%
4	5576	2.5%
3	2469	1.1%
2	34639	15.5%
1	105253	47.0%

EDUC
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8362899

Minimum	0
Maximum	6
Zeros	2401
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4535159
Coefficient of variation (CV)	0.37888584
Kurtosis	-0.50544572
Mean	3.8362899
Median Absolute Deviation (MAD)	1
Skewness	-0.51062883
Sum	858531
Variance	2.1127085
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
4	81335	36.3%
5	51133	22.8%
2	38556	17.2%
6	25461	11.4%
1	13535	6.0%
3	11371	5.1%
0	2401	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2401	1.1%
1	13535	6.0%
2	38556	17.2%
3	11371	5.1%
4	81335	36.3%
5	51133	22.8%
6	25461	11.4%

Value	Count	Frequency (%)
6	25461	11.4%
5	51133	22.8%
4	81335	36.3%
3	11371	5.1%
2	38556	17.2%
1	13535	6.0%
0	2401	1.1%

MJH
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

1.0	211687
2.0	12105

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	671376
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	211687	94.6%
2.0	12105	5.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	211687	94.6%
2.0	12105	5.4%

Most occurring characters

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	211687	31.5%
2	12105	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	447584	66.7%
Other Punctuation	223792	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	223792	50.0%
1	211687	47.3%
2	12105	2.7%

Other Punctuation

Value	Count	Frequency (%)
.	223792	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	671376	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	211687	31.5%
2	12105	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	671376	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	211687	31.5%
2	12105	1.8%

EVERWORK
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

FTPTLAST
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

COWMAIN
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

2.0	160833
1.0	62959

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	671376
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	2.0
4th row	2.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	160833	71.9%
1.0	62959	28.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	160833	71.9%
1.0	62959	28.1%

Most occurring characters

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
2	160833	24.0%
1	62959	9.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	447584	66.7%
Other Punctuation	223792	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	223792	50.0%
2	160833	35.9%
1	62959	14.1%

Other Punctuation

Value	Count	Frequency (%)
.	223792	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	671376	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
2	160833	24.0%
1	62959	9.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	671376	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
2	160833	24.0%
1	62959	9.4%

IMMIG
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

3	172647
2	32815
1	18330

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	223792
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	3
3rd row	3
4th row	3
5th row	3

Common Values

Value	Count	Frequency (%)
3	172647	77.1%
2	32815	14.7%
1	18330	8.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	172647	77.1%
2	32815	14.7%
1	18330	8.2%

Most occurring characters

Value	Count	Frequency (%)
3	172647	77.1%
2	32815	14.7%
1	18330	8.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	223792	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	172647	77.1%
2	32815	14.7%
1	18330	8.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	223792	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	172647	77.1%
2	32815	14.7%
1	18330	8.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	223792	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	172647	77.1%
2	32815	14.7%
1	18330	8.2%

NAICS_21
Real number (ℝ)

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.386167

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	10
median	14
Q3	17
95-th percentile	21
Maximum	21
Range	20
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	4.9172817
Coefficient of variation (CV)	0.36734054
Kurtosis	-0.95739598
Mean	13.386167
Median Absolute Deviation (MAD)	4
Skewness	-0.25493332
Sum	2995717
Variance	24.179659
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
17	34360	15.4%
10	25704	11.5%
16	20868	9.3%
21	16747	7.5%
14	15531	6.9%
6	14384	6.4%
19	12419	5.5%
11	11423	5.1%
12	10859	4.9%
7	10722	4.8%
Other values (11)	50775	22.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1705	0.8%
2	636	0.3%
3	192	0.1%
4	4473	2.0%
5	2198	1.0%
6	14384	6.4%
7	10722	4.8%
8	9748	4.4%
9	7468	3.3%
10	25704	11.5%

Value	Count	Frequency (%)
21	16747	7.5%
20	7355	3.3%
19	12419	5.5%
18	8037	3.6%
17	34360	15.4%
16	20868	9.3%
15	6176	2.8%
14	15531	6.9%
13	2787	1.2%
12	10859	4.9%

NOC_10
Real number (ℝ)

HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1109423

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	5
Q3	7
95-th percentile	9
Maximum	10
Range	9
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.6155265
Coefficient of variation (CV)	0.51175035
Kurtosis	-1.2232017
Mean	5.1109423
Median Absolute Deviation (MAD)	2
Skewness	-0.024113358
Sum	1143788
Variance	6.840979
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	48882	21.8%
2	37464	16.7%
8	33304	14.9%
5	30025	13.4%
4	18976	8.5%
3	18548	8.3%
1	18439	8.2%
10	9707	4.3%
6	4317	1.9%
9	4130	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	18439	8.2%
2	37464	16.7%
3	18548	8.3%
4	18976	8.5%
5	30025	13.4%
6	4317	1.9%
7	48882	21.8%
8	33304	14.9%
9	4130	1.8%
10	9707	4.3%

Value	Count	Frequency (%)
10	9707	4.3%
9	4130	1.8%
8	33304	14.9%
7	48882	21.8%
6	4317	1.9%
5	30025	13.4%
4	18976	8.5%
3	18548	8.3%
2	37464	16.7%
1	18439	8.2%

NOC_43
Real number (ℝ)

HIGH CORRELATION

Distinct	43
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.443416

Minimum	1
Maximum	43
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	3
Q1	10
median	23
Q3	34
95-th percentile	40
Maximum	43
Range	42
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	12.566916
Coefficient of variation (CV)	0.55993776
Kurtosis	-1.4361758
Mean	22.443416
Median Absolute Deviation (MAD)	11
Skewness	-0.15083385
Sum	5022657
Variance	157.92739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
34	20074	9.0%
35	16680	7.5%
33	15766	7.0%
20	11486	5.1%
2	10269	4.6%
9	10125	4.5%
8	9718	4.3%
36	8793	3.9%
7	8280	3.7%
11	7507	3.4%
Other values (33)	105094	47.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	787	0.4%
2	10269	4.6%
3	3493	1.6%
4	3890	1.7%
5	4734	2.1%
6	4607	2.1%
7	8280	3.7%
8	9718	4.3%
9	10125	4.5%
10	1186	0.5%

Value	Count	Frequency (%)
43	1510	0.7%
42	5707	2.6%
41	2490	1.1%
40	2275	1.0%
39	1855	0.8%
38	5648	2.5%
37	2183	1.0%
36	8793	3.9%
35	16680	7.5%
34	20074	9.0%

YABSENT
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	206264
Missing (%)	92.2%
Memory size	3.4 MiB

1.0	5876
3.0	5749
2.0	3845
0.0	2058

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	52584
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	3.0
4th row	3.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
1.0	5876	2.6%
3.0	5749	2.6%
2.0	3845	1.7%
0.0	2058	0.9%
(Missing)	206264	92.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	5876	33.5%
3.0	5749	32.8%
2.0	3845	21.9%
0.0	2058	11.7%

Most occurring characters

Value	Count	Frequency (%)
0	19586	37.2%
.	17528	33.3%
1	5876	11.2%
3	5749	10.9%
2	3845	7.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	35056	66.7%
Other Punctuation	17528	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	19586	55.9%
1	5876	16.8%
3	5749	16.4%
2	3845	11.0%

Other Punctuation

Value	Count	Frequency (%)
.	17528	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	52584	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	19586	37.2%
.	17528	33.3%
1	5876	11.2%
3	5749	10.9%
2	3845	7.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52584	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	19586	37.2%
.	17528	33.3%
1	5876	11.2%
3	5749	10.9%
2	3845	7.3%

WKSAWAY
Real number (ℝ)

MISSING

Distinct	99
Distinct (%)	0.6%
Missing	206264
Missing (%)	92.2%
Infinite	0
Infinite (%)	0.0%
Mean	15.117013

Minimum	1
Maximum	99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	20
95-th percentile	64
Maximum	99
Range	98
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	22.949399
Coefficient of variation (CV)	1.5181173
Kurtosis	4.2507262
Mean	15.117013
Median Absolute Deviation (MAD)	2
Skewness	2.1332623
Sum	264971
Variance	526.6749
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	5927	2.6%
2	1915	0.9%
3	1048	0.5%
4	726	0.3%
99	541	0.2%
6	404	0.2%
8	389	0.2%
5	388	0.2%
52	364	0.2%
12	313	0.1%
Other values (89)	5513	2.5%
(Missing)	206264	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	5927	2.6%
2	1915	0.9%
3	1048	0.5%
4	726	0.3%
5	388	0.2%
6	404	0.2%
7	213	0.1%
8	389	0.2%
9	157	0.1%
10	264	0.1%

Value	Count	Frequency (%)
99	541	0.2%
98	2	< 0.1%
97	1	< 0.1%
96	5	< 0.1%
95	6	< 0.1%
94	4	< 0.1%
93	5	< 0.1%
92	7	< 0.1%
91	2	< 0.1%
90	8	< 0.1%

PAYAWAY
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	206264
Missing (%)	92.2%
Memory size	3.4 MiB

2.0	9741
1.0	7787

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	52584
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	1.0
4th row	2.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
2.0	9741	4.4%
1.0	7787	3.5%
(Missing)	206264	92.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	9741	55.6%
1.0	7787	44.4%

Most occurring characters

Value	Count	Frequency (%)
.	17528	33.3%
0	17528	33.3%
2	9741	18.5%
1	7787	14.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	35056	66.7%
Other Punctuation	17528	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	17528	50.0%
2	9741	27.8%
1	7787	22.2%

Other Punctuation

Value	Count	Frequency (%)
.	17528	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	52584	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	17528	33.3%
0	17528	33.3%
2	9741	18.5%
1	7787	14.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	52584	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	17528	33.3%
0	17528	33.3%
2	9741	18.5%
1	7787	14.8%

UHRSMAIN
Real number (ℝ)

HIGH CORRELATION

Distinct	364
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	352.96127

Minimum	1
Maximum	990
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	120
Q1	350
median	380
Q3	400
95-th percentile	450
Maximum	990
Range	989
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	106.80535
Coefficient of variation (CV)	0.30259793
Kurtosis	3.6427966
Mean	352.96127
Median Absolute Deviation (MAD)	20
Skewness	-0.4643672
Sum	78989909
Variance	11407.383
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
400	91168	40.7%
375	29157	13.0%
350	20220	9.0%
300	7908	3.5%
200	6261	2.8%
320	4524	2.0%
150	3610	1.6%
250	3462	1.5%
500	3338	1.5%
450	2988	1.3%
Other values (354)	51156	22.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	5	< 0.1%
7	2	< 0.1%
10	110	< 0.1%
15	7	< 0.1%
19	1	< 0.1%
20	274	0.1%
25	44	< 0.1%

Value	Count	Frequency (%)
990	62	< 0.1%
980	8	< 0.1%
970	2	< 0.1%
960	26	< 0.1%
940	1	< 0.1%
920	2	< 0.1%
910	5	< 0.1%
900	22	< 0.1%
880	4	< 0.1%
875	1	< 0.1%

AHRSMAIN
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	555
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	324.48373

Minimum	0
Maximum	990
Zeros	17662
Zeros (%)	7.9%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	250
median	375
Q3	400
95-th percentile	500
Maximum	990
Range	990
Interquartile range (IQR)	150

Descriptive statistics

Standard deviation	151.45088
Coefficient of variation (CV)	0.46674412
Kurtosis	0.79421158
Mean	324.48373
Median Absolute Deviation (MAD)	50
Skewness	-0.49983083
Sum	72616864
Variance	22937.368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
400	60358	27.0%
375	17681	7.9%
0	17662	7.9%
350	12869	5.8%
320	7736	3.5%
300	7515	3.4%
200	4976	2.2%
500	4900	2.2%
450	4413	2.0%
240	4329	1.9%
Other values (545)	81353	36.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17662	7.9%
1	2	< 0.1%
5	11	< 0.1%
7	1	< 0.1%
10	127	0.1%
12	3	< 0.1%
15	24	< 0.1%
20	278	0.1%
22	1	< 0.1%
25	46	< 0.1%

Value	Count	Frequency (%)
990	120	0.1%
980	18	< 0.1%
975	3	< 0.1%
970	4	< 0.1%
960	31	< 0.1%
950	3	< 0.1%
940	7	< 0.1%
935	2	< 0.1%
930	1	< 0.1%
920	12	< 0.1%

FTPTMAIN
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

1.0	184646
2.0	39146

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	671376
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	184646	82.5%
2.0	39146	17.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	184646	82.5%
2.0	39146	17.5%

Most occurring characters

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	184646	27.5%
2	39146	5.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	447584	66.7%
Other Punctuation	223792	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	223792	50.0%
1	184646	41.3%
2	39146	8.7%

Other Punctuation

Value	Count	Frequency (%)
.	223792	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	671376	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	184646	27.5%
2	39146	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	671376	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	184646	27.5%
2	39146	5.8%

UTOTHRS
Real number (ℝ)

HIGH CORRELATION

Distinct	420
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	360.21911

Minimum	1
Maximum	990
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	120
Q1	350
median	400
Q3	400
95-th percentile	500
Maximum	990
Range	989
Interquartile range (IQR)	50

Descriptive statistics

Standard deviation	111.87459
Coefficient of variation (CV)	0.31057371
Kurtosis	3.7129917
Mean	360.21911
Median Absolute Deviation (MAD)	25
Skewness	-0.1581791
Sum	80614154
Variance	12515.923
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
400	88143	39.4%
375	27885	12.5%
350	19326	8.6%
300	7413	3.3%
200	5783	2.6%
320	4359	1.9%
500	3937	1.8%
450	3423	1.5%
150	3341	1.5%
250	3210	1.4%
Other values (410)	56972	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	5	< 0.1%
7	2	< 0.1%
10	101	< 0.1%
15	7	< 0.1%
19	1	< 0.1%
20	255	0.1%
25	42	< 0.1%

Value	Count	Frequency (%)
990	113	0.1%
980	9	< 0.1%
970	4	< 0.1%
960	27	< 0.1%
950	10	< 0.1%
940	3	< 0.1%
930	7	< 0.1%
920	3	< 0.1%
910	7	< 0.1%
900	43	< 0.1%

ATOTHRS
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	575
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	331.01677

Minimum	0
Maximum	990
Zeros	17528
Zeros (%)	7.8%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	260
median	375
Q3	400
95-th percentile	535
Maximum	990
Range	990
Interquartile range (IQR)	140

Descriptive statistics

Standard deviation	155.58256
Coefficient of variation (CV)	0.47001411
Kurtosis	0.8851874
Mean	331.01677
Median Absolute Deviation (MAD)	55
Skewness	-0.40083231
Sum	74078906
Variance	24205.932
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
400	58485	26.1%
0	17528	7.8%
375	16931	7.6%
350	12363	5.5%
320	7485	3.3%
300	7132	3.2%
500	5206	2.3%
200	4712	2.1%
450	4600	2.1%
240	4070	1.8%
Other values (565)	85280	38.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	17528	7.8%
1	2	< 0.1%
5	14	< 0.1%
7	1	< 0.1%
10	115	0.1%
12	3	< 0.1%
15	23	< 0.1%
20	263	0.1%
22	1	< 0.1%
25	47	< 0.1%

Value	Count	Frequency (%)
990	182	0.1%
980	18	< 0.1%
975	4	< 0.1%
970	8	< 0.1%
960	38	< 0.1%
950	10	< 0.1%
940	13	< 0.1%
935	1	< 0.1%
930	1	< 0.1%
920	16	< 0.1%

HRSAWAY
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	207
Distinct (%)	0.1%
Missing	17528
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.310398

Minimum	0
Maximum	990
Zeros	178820
Zeros (%)	79.9%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	80
Maximum	990
Range	990
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	46.67746
Coefficient of variation (CV)	3.2617862
Kurtosis	26.655018
Mean	14.310398
Median Absolute Deviation (MAD)	0
Skewness	4.5492512
Sum	2951720
Variance	2178.7852
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	178820	79.9%
80	6595	2.9%
160	2106	0.9%
75	2105	0.9%
70	1592	0.7%
40	1496	0.7%
20	1090	0.5%
240	939	0.4%
150	879	0.4%
100	875	0.4%
Other values (197)	9767	4.4%
(Missing)	17528	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	178820	79.9%
1	2	< 0.1%
2	3	< 0.1%
3	2	< 0.1%
5	92	< 0.1%
7	9	< 0.1%
8	2	< 0.1%
10	589	0.3%
11	1	< 0.1%
12	8	< 0.1%

Value	Count	Frequency (%)
990	1	< 0.1%
960	1	< 0.1%
720	3	< 0.1%
700	1	< 0.1%
650	1	< 0.1%
600	13	< 0.1%
580	1	< 0.1%
560	3	< 0.1%
520	1	< 0.1%
500	7	< 0.1%

YAWAY
Categorical

HIGH CORRELATION MISSING

Distinct	5
Distinct (%)	< 0.1%
Missing	196348
Missing (%)	87.7%
Memory size	3.4 MiB

1.0	10283
3.0	7787
2.0	5523
0.0	3270
4.0	581

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	82332
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	1.0
3rd row	1.0
4th row	3.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	10283	4.6%
3.0	7787	3.5%
2.0	5523	2.5%
0.0	3270	1.5%
4.0	581	0.3%
(Missing)	196348	87.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	10283	37.5%
3.0	7787	28.4%
2.0	5523	20.1%
0.0	3270	11.9%
4.0	581	2.1%

Most occurring characters

Value	Count	Frequency (%)
0	30714	37.3%
.	27444	33.3%
1	10283	12.5%
3	7787	9.5%
2	5523	6.7%
4	581	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	54888	66.7%
Other Punctuation	27444	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30714	56.0%
1	10283	18.7%
3	7787	14.2%
2	5523	10.1%
4	581	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	27444	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	82332	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30714	37.3%
.	27444	33.3%
1	10283	12.5%
3	7787	9.5%
2	5523	6.7%
4	581	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	82332	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30714	37.3%
.	27444	33.3%
1	10283	12.5%
3	7787	9.5%
2	5523	6.7%
4	581	0.7%

PAIDOT
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	208
Distinct (%)	0.1%
Missing	17528
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	7.7209789

Minimum	0
Maximum	990
Zeros	187593
Zeros (%)	83.8%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	50
Maximum	990
Range	990
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	34.819115
Coefficient of variation (CV)	4.5096762
Kurtosis	71.853871
Mean	7.7209789
Median Absolute Deviation (MAD)	0
Skewness	7.1939184
Sum	1592560
Variance	1212.3707
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	187593	83.8%
20	1731	0.8%
40	1667	0.7%
80	1640	0.7%
100	1611	0.7%
50	1454	0.6%
10	1223	0.5%
30	1143	0.5%
120	903	0.4%
60	890	0.4%
Other values (198)	6409	2.9%
(Missing)	17528	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	187593	83.8%
1	7	< 0.1%
2	24	< 0.1%
3	32	< 0.1%
4	6	< 0.1%
5	330	0.1%
6	3	< 0.1%
7	20	< 0.1%
8	12	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
990	1	< 0.1%
820	1	< 0.1%
800	1	< 0.1%
750	1	< 0.1%
730	1	< 0.1%
720	3	< 0.1%
700	5	< 0.1%
695	1	< 0.1%
680	1	< 0.1%
625	1	< 0.1%

UNPAIDOT
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	120
Distinct (%)	0.1%
Missing	17528
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	6.5365842

Minimum	0
Maximum	990
Zeros	188588
Zeros (%)	84.3%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	50
Maximum	990
Range	990
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	28.90528
Coefficient of variation (CV)	4.4220773
Kurtosis	97.834219
Mean	6.5365842
Median Absolute Deviation (MAD)	0
Skewness	7.5065226
Sum	1348262
Variance	835.51524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	188588	84.3%
50	2948	1.3%
100	2828	1.3%
20	1780	0.8%
40	1421	0.6%
30	1298	0.6%
10	969	0.4%
150	962	0.4%
60	882	0.4%
80	881	0.4%
Other values (110)	3707	1.7%
(Missing)	17528	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	188588	84.3%
2	15	< 0.1%
3	9	< 0.1%
4	2	< 0.1%
5	205	0.1%
6	3	< 0.1%
7	10	< 0.1%
8	8	< 0.1%
10	969	0.4%
12	6	< 0.1%

Value	Count	Frequency (%)
990	3	< 0.1%
980	1	< 0.1%
880	1	< 0.1%
800	3	< 0.1%
750	2	< 0.1%
650	1	< 0.1%
630	1	< 0.1%
600	8	< 0.1%
560	1	< 0.1%
550	2	< 0.1%

XTRAHRS
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	232
Distinct (%)	0.1%
Missing	17528
Missing (%)	7.8%
Infinite	0
Infinite (%)	0.0%
Mean	14.257563

Minimum	0
Maximum	990
Zeros	170981
Zeros (%)	76.4%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	100
Maximum	990
Range	990
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	44.704272
Coefficient of variation (CV)	3.1354778
Kurtosis	42.22781
Mean	14.257563
Median Absolute Deviation (MAD)	0
Skewness	5.2395814
Sum	2940822
Variance	1998.472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	170981	76.4%
100	4367	2.0%
50	4209	1.9%
20	3259	1.5%
40	2954	1.3%
80	2487	1.1%
30	2250	1.0%
10	1955	0.9%
60	1754	0.8%
200	1453	0.6%
Other values (222)	10595	4.7%
(Missing)	17528	7.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	170981	76.4%
1	5	< 0.1%
2	32	< 0.1%
3	40	< 0.1%
4	7	< 0.1%
5	466	0.2%
6	2	< 0.1%
7	26	< 0.1%
8	19	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
990	4	< 0.1%
980	1	< 0.1%
880	1	< 0.1%
840	1	< 0.1%
820	2	< 0.1%
800	4	< 0.1%
750	3	< 0.1%
730	1	< 0.1%
720	4	< 0.1%
700	6	< 0.1%

WHYPT
Real number (ℝ)

MISSING ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	184646
Missing (%)	82.5%
Infinite	0
Infinite (%)	0.0%
Mean	4.0778113

Minimum	0
Maximum	7
Zeros	2391
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	4
Q3	5
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.7402759
Coefficient of variation (CV)	0.42676715
Kurtosis	0.27523815
Mean	4.0778113
Median Absolute Deviation (MAD)	1
Skewness	-0.62272419
Sum	159630
Variance	3.0285601
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
4	14609	6.5%
5	9774	4.4%
7	3530	1.6%
2	2715	1.2%
6	2481	1.1%
0	2391	1.1%
3	1826	0.8%
1	1820	0.8%
(Missing)	184646	82.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2391	1.1%
1	1820	0.8%
2	2715	1.2%
3	1826	0.8%
4	14609	6.5%
5	9774	4.4%
6	2481	1.1%
7	3530	1.6%

Value	Count	Frequency (%)
7	3530	1.6%
6	2481	1.1%
5	9774	4.4%
4	14609	6.5%
3	1826	0.8%
2	2715	1.2%
1	1820	0.8%
0	2391	1.1%

TENURE
Real number (ℝ)

HIGH CORRELATION

Distinct	240
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	89.695391

Minimum	1
Maximum	240
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	19
median	58
Q3	153
95-th percentile	240
Maximum	240
Range	239
Interquartile range (IQR)	134

Descriptive statistics

Standard deviation	82.755065
Coefficient of variation (CV)	0.92262338
Kurtosis	-0.9275381
Mean	89.695391
Median Absolute Deviation (MAD)	47
Skewness	0.73438903
Sum	20073111
Variance	6848.4008
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
240	28186	12.6%
6	4010	1.8%
7	3847	1.7%
8	3725	1.7%
5	3716	1.7%
4	3355	1.5%
2	3310	1.5%
9	3248	1.5%
3	3238	1.4%
10	3047	1.4%
Other values (230)	164110	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	2621	1.2%
2	3310	1.5%
3	3238	1.4%
4	3355	1.5%
5	3716	1.7%
6	4010	1.8%
7	3847	1.7%
8	3725	1.7%
9	3248	1.5%
10	3047	1.4%

Value	Count	Frequency (%)
240	28186	12.6%
239	261	0.1%
238	251	0.1%
237	246	0.1%
236	289	0.1%
235	271	0.1%
234	260	0.1%
233	216	0.1%
232	204	0.1%
231	185	0.1%

PREVTEN
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

HRLYEARN
Real number (ℝ)

HIGH CORRELATION

Distinct	5838
Distinct (%)	2.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.336227

Minimum	5.77
Maximum	216.35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	5.77
5-th percentile	15.5
Q1	21
median	29.33
Q3	43
95-th percentile	67.859
Maximum	216.35
Range	210.58
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	18.498759
Coefficient of variation (CV)	0.53875341
Kurtosis	7.5171409
Mean	34.336227
Median Absolute Deviation (MAD)	9.73
Skewness	2.064211
Sum	7684172.9
Variance	342.2041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	7211	3.2%
25	6889	3.1%
18	4712	2.1%
30	4701	2.1%
22	4298	1.9%
17	4231	1.9%
15	3958	1.8%
21	3576	1.6%
23	3534	1.6%
16	3480	1.6%
Other values (5828)	177202	79.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.77	1	< 0.1%
5.82	1	< 0.1%
6.67	1	< 0.1%
6.73	1	< 0.1%
6.92	4	< 0.1%
7.03	1	< 0.1%
7.14	1	< 0.1%
7.21	5	< 0.1%
7.22	1	< 0.1%
7.35	1	< 0.1%

Value	Count	Frequency (%)
216.35	1	< 0.1%
214.1	1	< 0.1%
208.33	1	< 0.1%
206.73	1	< 0.1%
205.68	1	< 0.1%
205.29	1	< 0.1%
205.13	3	< 0.1%
200	1	< 0.1%
197.8	2	< 0.1%
192.31	29	< 0.1%

UNION
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

3.0	149896
1.0	69402
2.0	4494

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	671376
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
3.0	149896	67.0%
1.0	69402	31.0%
2.0	4494	2.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3.0	149896	67.0%
1.0	69402	31.0%
2.0	4494	2.0%

Most occurring characters

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
3	149896	22.3%
1	69402	10.3%
2	4494	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	447584	66.7%
Other Punctuation	223792	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	223792	50.0%
3	149896	33.5%
1	69402	15.5%
2	4494	1.0%

Other Punctuation

Value	Count	Frequency (%)
.	223792	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	671376	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
3	149896	22.3%
1	69402	10.3%
2	4494	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	671376	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
3	149896	22.3%
1	69402	10.3%
2	4494	0.7%

PERMTEMP
Categorical

IMBALANCE

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

1.0	200416
3.0	13074
4.0	7555
2.0	2747

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	671376
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	200416	89.6%
3.0	13074	5.8%
4.0	7555	3.4%
2.0	2747	1.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	200416	89.6%
3.0	13074	5.8%
4.0	7555	3.4%
2.0	2747	1.2%

Most occurring characters

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	200416	29.9%
3	13074	1.9%
4	7555	1.1%
2	2747	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	447584	66.7%
Other Punctuation	223792	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	223792	50.0%
1	200416	44.8%
3	13074	2.9%
4	7555	1.7%
2	2747	0.6%

Other Punctuation

Value	Count	Frequency (%)
.	223792	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	671376	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	200416	29.9%
3	13074	1.9%
4	7555	1.1%
2	2747	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	671376	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
1	200416	29.9%
3	13074	1.9%
4	7555	1.1%
2	2747	0.4%

ESTSIZE
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

2.0	74001
1.0	67963
3.0	46275
4.0	35553

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	671376
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	2.0
3rd row	1.0
4th row	3.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
2.0	74001	33.1%
1.0	67963	30.4%
3.0	46275	20.7%
4.0	35553	15.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2.0	74001	33.1%
1.0	67963	30.4%
3.0	46275	20.7%
4.0	35553	15.9%

Most occurring characters

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
2	74001	11.0%
1	67963	10.1%
3	46275	6.9%
4	35553	5.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	447584	66.7%
Other Punctuation	223792	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	223792	50.0%
2	74001	16.5%
1	67963	15.2%
3	46275	10.3%
4	35553	7.9%

Other Punctuation

Value	Count	Frequency (%)
.	223792	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	671376	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
2	74001	11.0%
1	67963	10.1%
3	46275	6.9%
4	35553	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	671376	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
2	74001	11.0%
1	67963	10.1%
3	46275	6.9%
4	35553	5.3%

FIRMSIZE
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.4 MiB

4.0	113823
1.0	37302
2.0	36718
3.0	35949

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	671376
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	2.0
3rd row	1.0
4th row	4.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
4.0	113823	50.9%
1.0	37302	16.7%
2.0	36718	16.4%
3.0	35949	16.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	113823	50.9%
1.0	37302	16.7%
2.0	36718	16.4%
3.0	35949	16.1%

Most occurring characters

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
4	113823	17.0%
1	37302	5.6%
2	36718	5.5%
3	35949	5.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	447584	66.7%
Other Punctuation	223792	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	223792	50.0%
4	113823	25.4%
1	37302	8.3%
2	36718	8.2%
3	35949	8.0%

Other Punctuation

Value	Count	Frequency (%)
.	223792	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	671376	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
4	113823	17.0%
1	37302	5.6%
2	36718	5.5%
3	35949	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	671376	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	223792	33.3%
0	223792	33.3%
4	113823	17.0%
1	37302	5.6%
2	36718	5.5%
3	35949	5.4%

DURUNEMP
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

FLOWUNEM
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

UNEMFTPT
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

WHYLEFTO
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

WHYLEFTN
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

DURJLESS
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

AVAILABL
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

LKPUBAG
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

LKEMPLOY
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

LKRELS
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

LKATADS
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

LKANSADS
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

LKOTHERN
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

PRIORACT
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

YNOLOOK
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

TLOLOOK
Unsupported

MISSING REJECTED UNSUPPORTED

Missing	223792
Missing (%)	100.0%
Memory size	3.4 MiB

SCHOOLN
Categorical

HIGH CORRELATION IMBALANCE MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	10458
Missing (%)	4.7%
Memory size	3.4 MiB

1.0	193020
2.0	15623
3.0	4691

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	640002
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	1.0
3rd row	1.0
4th row	1.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
1.0	193020	86.2%
2.0	15623	7.0%
3.0	4691	2.1%
(Missing)	10458	4.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	193020	90.5%
2.0	15623	7.3%
3.0	4691	2.2%

Most occurring characters

Value	Count	Frequency (%)
.	213334	33.3%
0	213334	33.3%
1	193020	30.2%
2	15623	2.4%
3	4691	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	426668	66.7%
Other Punctuation	213334	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	213334	50.0%
1	193020	45.2%
2	15623	3.7%
3	4691	1.1%

Other Punctuation

Value	Count	Frequency (%)
.	213334	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	640002	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	213334	33.3%
0	213334	33.3%
1	193020	30.2%
2	15623	2.4%
3	4691	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	640002	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	213334	33.3%
0	213334	33.3%
1	193020	30.2%
2	15623	2.4%
3	4691	0.7%

EFAMTYPE
Real number (ℝ)

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.0587599

Minimum	1
Maximum	18
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	18
Maximum	18
Range	17
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.0997483
Coefficient of variation (CV)	1.0081025
Kurtosis	1.2123404
Mean	5.0587599
Median Absolute Deviation (MAD)	1
Skewness	1.6053804
Sum	1132110
Variance	26.007432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
3	61757	27.6%
2	45776	20.5%
1	36267	16.2%
18	17923	8.0%
4	16127	7.2%
14	9304	4.2%
5	8361	3.7%
8	7498	3.4%
6	6975	3.1%
15	4004	1.8%
Other values (8)	9800	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	36267	16.2%
2	45776	20.5%
3	61757	27.6%
4	16127	7.2%
5	8361	3.7%
6	6975	3.1%
7	2079	0.9%
8	7498	3.4%
9	2784	1.2%
10	1483	0.7%

Value	Count	Frequency (%)
18	17923	8.0%
17	431	0.2%
16	436	0.2%
15	4004	1.8%
14	9304	4.2%
13	282	0.1%
12	180	0.1%
11	2125	0.9%
10	1483	0.7%
9	2784	1.2%

AGYOWNK
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	140195
Missing (%)	62.6%
Memory size	3.4 MiB

1.0	27722
2.0	26048
3.0	15845
4.0	13982

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	250791
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2.0
2nd row	2.0
3rd row	4.0
4th row	1.0
5th row	2.0

Common Values

Value	Count	Frequency (%)
1.0	27722	12.4%
2.0	26048	11.6%
3.0	15845	7.1%
4.0	13982	6.2%
(Missing)	140195	62.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1.0	27722	33.2%
2.0	26048	31.2%
3.0	15845	19.0%
4.0	13982	16.7%

Most occurring characters

Value	Count	Frequency (%)
.	83597	33.3%
0	83597	33.3%
1	27722	11.1%
2	26048	10.4%
3	15845	6.3%
4	13982	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	167194	66.7%
Other Punctuation	83597	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	83597	50.0%
1	27722	16.6%
2	26048	15.6%
3	15845	9.5%
4	13982	8.4%

Other Punctuation

Value	Count	Frequency (%)
.	83597	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	250791	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	83597	33.3%
0	83597	33.3%
1	27722	11.1%
2	26048	10.4%
3	15845	6.3%
4	13982	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	250791	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	83597	33.3%
0	83597	33.3%
1	27722	11.1%
2	26048	10.4%
3	15845	6.3%
4	13982	5.6%

FINALWT
Real number (ℝ)

Distinct	2061
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	313.9469

Minimum	1
Maximum	3403
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	3.4 MiB

Quantile statistics

Minimum	1
5-th percentile	62
Q1	136
median	220
Q3	370
95-th percentile	958
Maximum	3403
Range	3402
Interquartile range (IQR)	234

Descriptive statistics

Standard deviation	288.18378
Coefficient of variation (CV)	0.91793798
Kurtosis	6.2998819
Mean	313.9469
Median Absolute Deviation (MAD)	100
Skewness	2.2736159
Sum	70258805
Variance	83049.894
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
136	845	0.4%
131	835	0.4%
126	834	0.4%
140	815	0.4%
134	811	0.4%
124	809	0.4%
133	804	0.4%
138	800	0.4%
129	799	0.4%
130	795	0.4%
Other values (2051)	215645	96.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	3	< 0.1%
7	8	< 0.1%
8	6	< 0.1%
9	4	< 0.1%
10	8	< 0.1%

Value	Count	Frequency (%)
3403	1	< 0.1%
2795	1	< 0.1%
2737	1	< 0.1%
2736	1	< 0.1%
2683	1	< 0.1%
2667	1	< 0.1%
2666	1	< 0.1%
2654	1	< 0.1%
2653	2	< 0.1%
2652	2	< 0.1%

Auto

Heatmap
Table

	AGE_12	AGE_6	AGYOWNK	AHRSMAIN	ATOTHRS	CMA	COWMAIN	EDUC	EFAMTYPE	ESTSIZE	FINALWT	FIRMSIZE	FTPTMAIN	HRLYEARN	HRSAWAY	IMMIG	LFSSTAT	MARSTAT	MJH	NAICS_21	NOC_10	NOC_43	PAIDOT	PAYAWAY	PERMTEMP	PROV	REC_NUM	SCHOOLN	SEX	SURVMNTH	TENURE	UHRSMAIN	UNION	UNPAIDOT	UTOTHRS	WHYPT	WKSAWAY	XTRAHRS	YABSENT	YAWAY
AGE_12	1.000	0.949	0.500	0.106	0.100	-0.001	0.153	0.070	-0.057	0.095	-0.118	0.067	0.422	0.236	0.011	0.158	0.041	-0.442	0.033	-0.030	-0.092	-0.095	0.004	0.269	0.135	-0.021	0.002	0.404	0.027	0.000	0.505	0.116	0.103	0.074	0.107	0.206	0.023	0.056	0.295	0.090
AGE_6	0.949	1.000	0.042	0.404	0.402	0.051	0.178	0.586	-0.236	0.133	0.054	0.058	0.554	0.551	0.080	0.064	0.046	-0.443	0.048	-0.056	-0.228	-0.270	0.107	0.299	0.138	0.020	-0.002	0.406	0.021	0.000	0.309	0.494	0.134	0.134	0.490	0.131	0.348	0.165	0.231	0.098
AGYOWNK	0.500	0.042	1.000	0.073	0.076	0.049	0.035	-0.084	0.377	0.012	0.055	0.011	0.012	0.004	-0.047	0.118	0.130	0.002	0.016	0.003	-0.024	-0.017	-0.029	0.232	0.023	-0.007	-0.003	0.042	0.048	0.000	0.261	-0.003	0.019	0.037	0.003	0.161	-0.297	0.009	0.358	0.086
AHRSMAIN	0.106	0.404	0.073	1.000	0.967	0.006	0.195	0.088	-0.054	0.077	0.004	0.064	0.723	0.259	-0.316	0.047	0.793	-0.121	0.077	-0.200	-0.004	-0.026	0.309	1.000	0.147	0.033	-0.001	0.319	0.240	0.018	0.115	0.670	0.093	0.275	0.633	0.095	NaN	0.432	1.000	0.074
ATOTHRS	0.100	0.402	0.076	0.967	1.000	0.006	0.187	0.095	-0.054	0.075	0.003	0.062	0.702	0.245	-0.306	0.041	0.803	-0.117	0.225	-0.184	-0.006	-0.027	0.299	1.000	0.145	0.036	-0.000	0.319	0.232	0.018	0.103	0.639	0.090	0.267	0.676	0.105	NaN	0.419	1.000	0.071
CMA	-0.001	0.051	0.049	0.006	0.006	1.000	0.095	0.128	0.044	0.069	0.497	0.035	0.023	0.068	-0.020	0.242	0.019	-0.010	0.027	0.019	-0.095	-0.100	-0.047	0.067	0.021	0.324	0.003	0.030	0.001	0.003	-0.013	-0.011	0.080	0.025	-0.011	-0.006	-0.008	-0.016	0.063	0.073
COWMAIN	0.153	0.178	0.035	0.195	0.187	0.095	1.000	-0.257	0.020	0.326	0.085	0.354	0.057	-0.271	-0.060	0.083	0.059	0.087	0.031	-0.445	0.211	0.212	-0.019	0.197	0.123	0.048	-0.002	0.070	0.176	0.000	-0.188	0.142	0.595	-0.112	0.127	0.024	-0.074	-0.092	0.087	0.104
EDUC	0.070	0.586	-0.084	0.088	0.095	0.128	-0.257	1.000	-0.078	0.122	0.052	0.101	0.259	0.432	0.022	0.135	0.017	-0.219	0.049	0.160	-0.362	-0.395	-0.035	0.196	0.088	-0.006	0.002	0.263	0.106	0.000	0.067	0.044	0.101	0.192	0.057	0.053	0.065	0.112	0.151	0.075
EFAMTYPE	-0.057	-0.236	0.377	-0.054	-0.054	0.044	0.020	-0.078	1.000	0.031	0.015	0.027	0.106	-0.089	-0.011	0.080	0.031	-0.025	0.022	0.003	0.034	0.041	-0.026	0.083	0.040	0.012	-0.001	0.092	0.306	0.000	-0.034	-0.061	0.040	-0.031	-0.062	-0.034	-0.000	-0.041	0.200	0.066
ESTSIZE	0.095	0.133	0.012	0.077	0.075	0.069	0.326	0.122	0.031	1.000	0.042	0.509	0.156	0.316	0.029	0.046	0.042	-0.082	0.027	0.027	-0.119	-0.128	0.063	0.197	0.047	-0.034	0.001	0.075	0.032	0.003	0.160	0.076	0.215	0.074	0.069	-0.024	0.057	0.101	0.046	0.073
FINALWT	-0.118	0.054	0.055	0.004	0.003	0.497	0.085	0.052	0.015	0.042	1.000	0.007	0.014	0.037	-0.022	0.067	0.012	0.065	0.004	-0.025	-0.024	-0.027	-0.024	0.021	0.010	0.272	0.003	0.024	0.022	0.010	-0.077	-0.010	0.039	0.012	-0.013	-0.026	-0.036	-0.008	0.023	0.008
FIRMSIZE	0.067	0.058	0.011	0.064	0.062	0.035	0.354	0.101	0.027	0.509	0.007	1.000	0.113	0.239	0.031	0.022	0.043	-0.058	0.022	0.062	-0.104	-0.112	0.053	0.203	0.044	-0.022	0.000	0.031	0.040	0.002	0.157	0.005	0.240	0.093	0.002	-0.020	0.055	0.106	0.051	0.079
FTPTMAIN	0.422	0.554	0.012	0.723	0.702	0.023	0.057	0.259	0.106	0.156	0.014	0.113	1.000	-0.366	-0.066	0.042	0.011	0.186	0.078	0.116	0.106	0.134	-0.094	0.245	0.307	0.008	-0.001	0.541	0.133	0.000	-0.210	-0.683	0.090	-0.092	-0.651	NaN	-0.148	-0.137	0.219	0.148
HRLYEARN	0.236	0.551	0.004	0.259	0.245	0.068	-0.271	0.432	-0.089	0.316	0.037	0.239	-0.366	1.000	0.035	0.056	0.019	-0.281	0.037	-0.010	-0.338	-0.383	0.062	0.313	0.091	0.063	-0.001	0.193	0.127	0.000	0.345	0.258	0.161	0.241	0.241	0.035	-0.021	0.221	0.111	0.106
HRSAWAY	0.011	0.080	-0.047	-0.316	-0.306	-0.020	-0.060	0.022	-0.011	0.029	-0.022	0.031	-0.066	0.035	1.000	0.007	1.000	-0.020	0.031	0.023	-0.011	-0.012	-0.011	0.000	0.009	0.014	-0.001	0.024	0.020	0.009	0.037	0.020	0.033	0.000	0.024	-0.030	NaN	-0.011	0.000	0.091
IMMIG	0.158	0.064	0.118	0.047	0.041	0.242	0.083	0.135	0.080	0.046	0.067	0.022	0.042	0.056	0.007	1.000	0.012	0.157	0.016	0.005	0.023	0.022	0.019	0.066	0.032	-0.150	0.001	0.045	0.014	0.000	0.061	-0.040	0.049	0.038	-0.046	-0.001	-0.012	0.040	0.110	0.036
LFSSTAT	0.041	0.046	0.130	0.793	0.803	0.019	0.059	0.017	0.031	0.042	0.012	0.043	0.011	0.019	1.000	0.012	1.000	-0.027	0.032	0.027	0.005	0.005	NaN	1.000	0.012	-0.005	0.003	0.013	0.066	0.033	0.043	-0.016	0.067	NaN	-0.024	-0.031	NaN	NaN	1.000	1.000
MARSTAT	-0.442	-0.443	0.002	-0.121	-0.117	-0.010	0.087	-0.219	-0.025	-0.082	0.065	-0.058	0.186	-0.281	-0.020	0.157	-0.027	1.000	0.022	0.027	0.132	0.144	-0.018	0.129	0.077	-0.054	0.001	0.247	0.092	0.000	-0.271	-0.152	0.069	-0.073	-0.146	-0.079	-0.093	-0.068	0.163	0.068
MJH	0.033	0.048	0.016	0.077	0.225	0.027	0.031	0.049	0.022	0.027	0.004	0.022	0.078	0.037	0.031	0.016	0.032	0.022	1.000	0.059	-0.016	-0.013	-0.015	0.005	0.037	0.025	0.002	0.021	0.036	0.001	-0.052	-0.077	0.009	0.002	0.191	0.043	-0.041	-0.011	0.040	0.019
NAICS_21	-0.030	-0.056	0.003	-0.200	-0.184	0.019	-0.445	0.160	0.003	0.027	-0.025	0.062	0.116	-0.010	0.023	0.005	0.027	0.027	0.059	1.000	-0.296	-0.286	-0.069	0.210	0.122	-0.031	-0.002	0.203	0.386	0.000	0.005	-0.293	0.325	0.042	-0.265	-0.031	0.056	-0.026	0.136	0.102
NOC_10	-0.092	-0.228	-0.024	-0.004	-0.006	-0.095	0.211	-0.362	0.034	-0.119	-0.024	-0.104	0.106	-0.338	-0.011	0.023	0.005	0.132	-0.016	-0.296	1.000	0.990	0.116	0.241	0.140	0.014	0.001	0.212	0.492	0.003	-0.104	0.069	0.279	-0.175	0.063	0.032	-0.040	-0.038	0.178	0.128
NOC_43	-0.095	-0.270	-0.017	-0.026	-0.027	-0.100	0.212	-0.395	0.041	-0.128	-0.027	-0.112	0.134	-0.383	-0.012	0.022	0.005	0.144	-0.013	-0.286	0.990	1.000	0.115	0.236	0.128	0.015	0.001	0.213	0.491	0.000	-0.118	0.045	0.284	-0.192	0.040	0.027	-0.040	-0.051	0.162	0.127
PAIDOT	0.004	0.107	-0.029	0.309	0.299	-0.047	-0.019	-0.035	-0.026	0.063	-0.024	0.053	-0.094	0.062	-0.011	0.019	NaN	-0.018	-0.015	-0.069	0.116	0.115	1.000	0.000	0.021	0.025	-0.000	0.031	0.083	0.005	0.032	0.137	0.053	-0.035	0.128	-0.010	NaN	0.696	0.000	0.013
PAYAWAY	0.269	0.299	0.232	1.000	1.000	0.067	0.197	0.196	0.083	0.197	0.021	0.203	0.245	0.313	0.000	0.066	1.000	0.129	0.005	0.210	0.241	0.236	0.000	1.000	0.180	-0.009	-0.009	0.214	0.079	0.070	-0.255	-0.180	0.158	NaN	-0.176	-0.001	0.311	NaN	0.390	0.000
PERMTEMP	0.135	0.138	0.023	0.147	0.145	0.021	0.123	0.088	0.040	0.047	0.010	0.044	0.307	0.091	0.009	0.032	0.012	0.077	0.037	0.122	0.140	0.128	0.021	0.180	1.000	-0.036	-0.002	0.192	0.051	0.008	-0.242	-0.232	0.044	-0.034	-0.218	0.009	-0.095	-0.047	0.101	0.082
PROV	-0.021	0.020	-0.007	0.033	0.036	0.324	0.048	-0.006	0.012	-0.034	0.272	-0.022	0.008	0.063	0.014	-0.150	-0.005	-0.054	0.025	-0.031	0.014	0.015	0.025	-0.009	-0.036	1.000	0.000	0.036	0.015	0.001	-0.025	0.053	0.080	0.015	0.057	-0.015	-0.010	0.029	0.091	0.084
REC_NUM	0.002	-0.002	-0.003	-0.001	-0.000	0.003	-0.002	0.002	-0.001	0.001	0.003	0.000	-0.001	-0.001	-0.001	0.001	0.003	0.001	0.002	-0.002	0.001	0.001	-0.000	-0.009	-0.002	0.000	1.000	0.001	0.003	0.017	0.001	-0.002	0.005	0.005	-0.001	-0.008	-0.007	0.004	0.006	0.007
SCHOOLN	0.404	0.406	0.042	0.319	0.319	0.030	0.070	0.263	0.092	0.075	0.024	0.031	0.541	0.193	0.024	0.045	0.013	0.247	0.021	0.203	0.212	0.213	0.031	0.214	0.192	0.036	0.001	1.000	0.056	0.005	-0.253	-0.371	0.069	-0.059	-0.363	-0.129	-0.132	-0.090	0.276	0.103
SEX	0.027	0.021	0.048	0.240	0.232	0.001	0.176	0.106	0.306	0.032	0.022	0.040	0.133	0.127	0.020	0.014	0.066	0.092	0.036	0.386	0.492	0.491	0.083	0.079	0.051	0.015	0.003	0.056	1.000	0.000	0.011	-0.274	0.066	0.031	-0.257	-0.056	0.176	-0.049	0.273	0.074
SURVMNTH	0.000	0.000	0.000	0.018	0.018	0.003	0.000	0.000	0.000	0.003	0.010	0.002	0.000	0.000	0.009	0.000	0.033	0.000	0.001	0.000	0.003	0.000	0.005	0.070	0.008	0.001	0.017	0.005	0.000	1.000	-0.006	0.005	0.000	0.001	0.005	0.012	-0.046	0.002	0.075	0.090
TENURE	0.505	0.309	0.261	0.115	0.103	-0.013	-0.188	0.067	-0.034	0.160	-0.077	0.157	-0.210	0.345	0.037	0.061	0.043	-0.271	-0.052	0.005	-0.104	-0.118	0.032	-0.255	-0.242	-0.025	0.001	-0.253	0.011	-0.006	1.000	0.139	0.144	0.108	0.123	0.047	0.099	0.101	0.180	0.077
UHRSMAIN	0.116	0.494	-0.003	0.670	0.639	-0.011	0.142	0.044	-0.061	0.076	-0.010	0.005	-0.683	0.258	0.020	-0.040	-0.016	-0.152	-0.077	-0.293	0.069	0.045	0.137	-0.180	-0.232	0.053	-0.002	-0.371	-0.274	0.005	0.139	1.000	0.138	0.043	0.942	0.100	0.063	0.137	0.208	0.095
UNION	0.103	0.134	0.019	0.093	0.090	0.080	0.595	0.101	0.040	0.215	0.039	0.240	0.090	0.161	0.033	0.049	0.067	0.069	0.009	0.325	0.279	0.284	0.053	0.158	0.044	0.080	0.005	0.069	0.066	0.000	0.144	0.138	1.000	-0.020	0.030	0.018	-0.086	-0.097	0.062	0.058
UNPAIDOT	0.074	0.134	0.037	0.275	0.267	0.025	-0.112	0.192	-0.031	0.074	0.012	0.093	-0.092	0.241	0.000	0.038	NaN	-0.073	0.002	0.042	-0.175	-0.192	-0.035	NaN	-0.034	0.015	0.005	-0.059	0.031	0.001	0.108	0.043	-0.020	1.000	0.042	-0.026	NaN	0.673	0.000	0.009
UTOTHRS	0.107	0.490	0.003	0.633	0.676	-0.011	0.127	0.057	-0.062	0.069	-0.013	0.002	-0.651	0.241	0.024	-0.046	-0.024	-0.146	0.191	-0.265	0.063	0.040	0.128	-0.176	-0.218	0.057	-0.001	-0.363	-0.257	0.005	0.123	0.942	0.030	0.042	1.000	0.109	0.056	0.128	0.205	0.091
WHYPT	0.206	0.131	0.161	0.095	0.105	-0.006	0.024	0.053	-0.034	-0.024	-0.026	-0.020	NaN	0.035	-0.030	-0.001	-0.031	-0.079	0.043	-0.031	0.032	0.027	-0.010	-0.001	0.009	-0.015	-0.008	-0.129	-0.056	0.012	0.047	0.100	0.018	-0.026	0.109	1.000	-0.054	-0.023	0.339	0.183
WKSAWAY	0.023	0.348	-0.297	NaN	NaN	-0.008	-0.074	0.065	-0.000	0.057	-0.036	0.055	-0.148	-0.021	NaN	-0.012	NaN	-0.093	-0.041	0.056	-0.040	-0.040	NaN	0.311	-0.095	-0.010	-0.007	-0.132	0.176	-0.046	0.099	0.063	-0.086	NaN	0.056	-0.054	1.000	NaN	0.330	0.000
XTRAHRS	0.056	0.165	0.009	0.432	0.419	-0.016	-0.092	0.112	-0.041	0.101	-0.008	0.106	-0.137	0.221	-0.011	0.040	NaN	-0.068	-0.011	-0.026	-0.038	-0.051	0.696	NaN	-0.047	0.029	0.004	-0.090	-0.049	0.002	0.101	0.137	-0.097	0.673	0.128	-0.023	NaN	1.000	0.000	0.016
YABSENT	0.295	0.231	0.358	1.000	1.000	0.063	0.087	0.151	0.200	0.046	0.023	0.051	0.219	0.111	0.000	0.110	1.000	0.163	0.040	0.136	0.178	0.162	0.000	0.390	0.101	0.091	0.006	0.276	0.273	0.075	0.180	0.208	0.062	0.000	0.205	0.339	0.330	0.000	1.000	0.000
YAWAY	0.090	0.098	0.086	0.074	0.071	0.073	0.104	0.075	0.066	0.073	0.008	0.079	0.148	0.106	0.091	0.036	1.000	0.068	0.019	0.102	0.128	0.127	0.013	0.000	0.082	0.084	0.007	0.103	0.074	0.090	0.077	0.095	0.058	0.009	0.091	0.183	0.000	0.016	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	REC_NUM	SURVYEAR	SURVMNTH	LFSSTAT	PROV	CMA	AGE_12	AGE_6	SEX	MARSTAT	EDUC	MJH	EVERWORK	FTPTLAST	COWMAIN	IMMIG	NAICS_21	NOC_10	NOC_43	YABSENT	WKSAWAY	PAYAWAY	UHRSMAIN	AHRSMAIN	FTPTMAIN	UTOTHRS	ATOTHRS	HRSAWAY	YAWAY	PAIDOT	UNPAIDOT	XTRAHRS	WHYPT	TENURE	PREVTEN	HRLYEARN	UNION	PERMTEMP	ESTSIZE	FIRMSIZE	DURUNEMP	FLOWUNEM	UNEMFTPT	WHYLEFTO	WHYLEFTN	DURJLESS	AVAILABL	LKPUBAG	LKEMPLOY	LKRELS	LKATADS	LKANSADS	LKOTHERN	PRIORACT	YNOLOOK	TLOLOOK	SCHOOLN	EFAMTYPE	AGYOWNK	FINALWT
2	3	2024	1	1	10	0	1	2.0	1	6	2	1.0	NaN	NaN	2.0	3	10.0	7.0	33.0	NaN	NaN	NaN	250.0	220.0	2.0	250.0	220.0	0.0	NaN	0.0	0.0	0.0	6.0	41.0	NaN	15.00	3.0	1.0	1.0	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	4	NaN	34
3	4	2024	1	1	35	4	12	NaN	1	2	4	1.0	NaN	NaN	2.0	3	8.0	10.0	42.0	NaN	NaN	NaN	400.0	400.0	1.0	400.0	400.0	0.0	NaN	0.0	0.0	0.0	NaN	178.0	NaN	24.50	3.0	1.0	2.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	NaN	275
4	5	2024	1	1	35	0	6	NaN	1	1	4	1.0	NaN	NaN	2.0	3	6.0	8.0	35.0	NaN	NaN	NaN	450.0	420.0	1.0	450.0	420.0	0.0	NaN	0.0	0.0	0.0	NaN	212.0	NaN	28.00	3.0	1.0	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	3	2.0	231
6	7	2024	1	1	24	2	10	NaN	1	5	6	1.0	NaN	NaN	2.0	3	14.0	3.0	13.0	NaN	NaN	NaN	375.0	375.0	1.0	375.0	375.0	0.0	NaN	0.0	0.0	0.0	NaN	240.0	NaN	24.74	3.0	1.0	3.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	1	NaN	159
7	8	2024	1	1	59	0	3	6.0	1	2	4	1.0	NaN	NaN	2.0	3	6.0	8.0	35.0	NaN	NaN	NaN	400.0	840.0	1.0	400.0	840.0	0.0	NaN	440.0	0.0	440.0	NaN	17.0	NaN	40.00	3.0	1.0	2.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	2	NaN	131
8	9	2024	1	1	59	0	11	NaN	1	1	2	1.0	NaN	NaN	2.0	3	19.0	7.0	34.0	NaN	NaN	NaN	400.0	840.0	1.0	400.0	840.0	0.0	NaN	440.0	0.0	440.0	NaN	152.0	NaN	18.50	3.0	1.0	4.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2	NaN	139
10	11	2024	1	1	59	0	10	NaN	1	1	4	1.0	NaN	NaN	1.0	3	16.0	3.0	13.0	NaN	NaN	NaN	350.0	200.0	1.0	350.0	200.0	150.0	0.0	0.0	0.0	0.0	NaN	240.0	NaN	36.33	1.0	1.0	2.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	2	NaN	299
11	12	2024	1	2	24	0	4	NaN	2	1	4	1.0	NaN	NaN	2.0	3	7.0	1.0	4.0	0.0	3.0	2.0	400.0	0.0	1.0	400.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	1.0	NaN	34.75	3.0	1.0	2.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	2	NaN	390
13	14	2024	1	1	59	0	12	NaN	1	1	2	1.0	NaN	NaN	2.0	3	11.0	8.0	36.0	NaN	NaN	NaN	400.0	400.0	1.0	400.0	400.0	0.0	NaN	70.0	0.0	70.0	NaN	10.0	NaN	34.95	1.0	1.0	1.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	5	NaN	145
16	17	2024	1	1	35	0	6	NaN	2	1	5	1.0	NaN	NaN	1.0	2	17.0	4.0	18.0	NaN	NaN	NaN	375.0	495.0	1.0	375.0	495.0	0.0	NaN	120.0	0.0	120.0	NaN	30.0	NaN	27.00	1.0	1.0	3.0	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	3	2.0	121

	REC_NUM	SURVYEAR	SURVMNTH	LFSSTAT	PROV	CMA	AGE_12	AGE_6	SEX	MARSTAT	EDUC	MJH	EVERWORK	FTPTLAST	COWMAIN	IMMIG	NAICS_21	NOC_10	NOC_43	YABSENT	WKSAWAY	PAYAWAY	UHRSMAIN	AHRSMAIN	FTPTMAIN	UTOTHRS	ATOTHRS	HRSAWAY	YAWAY	PAIDOT	UNPAIDOT	XTRAHRS	WHYPT	TENURE	PREVTEN	HRLYEARN	UNION	PERMTEMP	ESTSIZE	FIRMSIZE	DURUNEMP	FLOWUNEM	UNEMFTPT	WHYLEFTO	WHYLEFTN	DURJLESS	AVAILABL	LKPUBAG	LKEMPLOY	LKRELS	LKATADS	LKANSADS	LKOTHERN	PRIORACT	YNOLOOK	TLOLOOK	SCHOOLN	EFAMTYPE	AGYOWNK	FINALWT
442558	112067	2024	4	1	13	0	12	NaN	1	4	5	1.0	NaN	NaN	2.0	3	14.0	3.0	11.0	NaN	NaN	NaN	375.0	600.0	1.0	375.0	600.0	0.0	NaN	0.0	100.0	100.0	NaN	43.0	NaN	46.15	2.0	1.0	2.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1	NaN	203
442559	112068	2024	4	1	59	9	4	NaN	1	6	6	1.0	NaN	NaN	2.0	3	14.0	5.0	19.0	NaN	NaN	NaN	550.0	550.0	1.0	550.0	550.0	0.0	NaN	0.0	0.0	0.0	NaN	44.0	NaN	48.95	3.0	1.0	2.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	1	NaN	1528
442563	112072	2024	4	1	46	6	8	NaN	1	1	2	1.0	NaN	NaN	2.0	3	7.0	2.0	9.0	NaN	NaN	NaN	400.0	480.0	1.0	400.0	480.0	0.0	NaN	80.0	0.0	80.0	NaN	172.0	NaN	32.64	1.0	1.0	3.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	2	NaN	179
442564	112073	2024	4	1	35	0	5	NaN	1	6	2	1.0	NaN	NaN	2.0	3	1.0	9.0	40.0	NaN	NaN	NaN	450.0	500.0	1.0	450.0	500.0	0.0	NaN	50.0	0.0	50.0	NaN	57.0	NaN	25.00	3.0	1.0	1.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	1	NaN	180
442565	112074	2024	4	1	24	2	6	NaN	1	2	4	1.0	NaN	NaN	2.0	3	9.0	8.0	38.0	NaN	NaN	NaN	400.0	400.0	1.0	400.0	400.0	0.0	NaN	0.0	0.0	0.0	NaN	59.0	NaN	16.00	1.0	1.0	2.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	3	2.0	199
442566	112075	2024	4	1	48	8	8	NaN	1	1	4	1.0	NaN	NaN	2.0	2	11.0	8.0	36.0	NaN	NaN	NaN	400.0	400.0	1.0	400.0	400.0	0.0	NaN	0.0	0.0	0.0	NaN	9.0	NaN	27.00	3.0	1.0	2.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	6	3.0	531
442569	112078	2024	4	1	35	4	4	NaN	2	1	5	1.0	NaN	NaN	2.0	3	14.0	3.0	11.0	NaN	NaN	NaN	400.0	400.0	1.0	400.0	400.0	0.0	NaN	0.0	0.0	0.0	NaN	20.0	NaN	38.46	3.0	1.0	2.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	2	NaN	329
442571	112080	2024	4	1	47	0	4	NaN	1	1	5	2.0	NaN	NaN	2.0	3	19.0	7.0	33.0	NaN	NaN	NaN	250.0	220.0	2.0	510.0	480.0	260.0	0.0	0.0	0.0	0.0	6.0	4.0	NaN	14.00	3.0	4.0	2.0	2.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2.0	2	NaN	160
442572	112081	2024	4	1	48	8	7	NaN	2	1	5	1.0	NaN	NaN	1.0	2	21.0	5.0	22.0	NaN	NaN	NaN	375.0	375.0	1.0	375.0	375.0	0.0	NaN	0.0	0.0	0.0	NaN	75.0	NaN	43.08	1.0	1.0	4.0	4.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	3	2.0	753
442573	112082	2024	4	1	47	0	9	NaN	2	5	4	1.0	NaN	NaN	2.0	3	16.0	7.0	31.0	NaN	NaN	NaN	400.0	600.0	1.0	400.0	600.0	0.0	NaN	0.0	0.0	0.0	NaN	142.0	NaN	21.95	3.0	1.0	2.0	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.0	1	NaN	165

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks